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How to use InternLM-XComposer for video content analysis?

2025-09-05 1.5 K

Video Analytics Operator's Guide

Functional Features

  • Dynamic Detail Capture: Break down video into keyframes for analysis
  • long processing time: Streaming support for OmniLive version
  • multimodal fusion: can be analyzed in conjunction with audio

step by step

  1. Prepare the video file (e.g. mp4 format)
  2. Versioning with OmniLive
  3. Constructing Analytic Query Statements
  4. Perform reasoning and get results

sample code (computing)::

from lmdeploy import pipeline
pipe = pipeline('internlm/internlm-xcomposer2d5-ol-7b')
video = load_video('liuxiang.mp4')
query = "描述这段视频内容"
response = pipe((query, video))
print(response.text)

application scenario

  • Video content summary generation
  • Motion Recognition and Analysis
  • Scene Change Detection
  • Video annotation and categorization

This feature is especially suitable for scenarios where long video content needs to be processed, such as surveillance video analysis and sports video parsing.

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